The package "smart" provides a general framework for analyzing (including estimation, feature selection and prediction) and visualize big data. It integrates several novel, efficient and robust data analysis tools, including Transelliptical Component Analysis (TCA), Transelliptical Correlation Estimation (TCE) and Group Nearest Shrunken Centroids (gnsc). We target on high dimensional data analysis(usually d >> n), and exploit computationally efficiently approaches. Results are organized to be visualized properly for users.
|Depends:||R (≥ 2.10)|
|Imports:||Matrix, gplots, gtools, PMA, elasticnet, pcaPP, igraph|
|Author:||Fang Han, Han Liu|
|Maintainer:||Fang Han <fhan at jhsph.edu>|
|CRAN checks:||smart results|
|Windows binaries:||r-devel: smart_1.0.1.zip, r-release: smart_1.0.1.zip, r-oldrel: smart_1.0.1.zip|
|OS X Mavericks binaries:||r-release: smart_1.0.1.tgz, r-oldrel: smart_1.0.1.tgz|
|Old sources:||smart archive|
Please use the canonical form https://CRAN.R-project.org/package=smart to link to this page.